Brainiall NLP
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Crawler Summary
Production-validated MCP server for Confluence Data Center - 11 AI-tested tools with enhanced version management and complete API compatibility Confluence Data Center MCP Server **AI meets Confluence Data Center** - Connect AI assistants to your Confluence Data Center instance with production-ready tools and comprehensive page management capabilities $1 $1 $1 $1 π What is this? **Confluence Data Center MCP Server** enables AI assistants like **Claude**, **Cline**, **Cursor**, and other MCP-compatible tools to interact seamlessly with **Atlassian Confluence Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Freshness
Last checked 2/22/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
confluence-dc-mcp-server is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
Production-validated MCP server for Confluence Data Center - 11 AI-tested tools with enhanced version management and complete API compatibility Confluence Data Center MCP Server **AI meets Confluence Data Center** - Connect AI assistants to your Confluence Data Center instance with production-ready tools and comprehensive page management capabilities $1 $1 $1 $1 π What is this? **Confluence Data Center MCP Server** enables AI assistants like **Claude**, **Cline**, **Cursor**, and other MCP-compatible tools to interact seamlessly with **Atlassian Confluence
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Phuc Nt
Artifacts
0
Benchmarks
0
Last release
1.1.0
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/phuc-nt/confluence-data-center-mcp-server.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Phuc Nt
Protocol compatibility
MCP
Auth modes
mcp, api_key, oauth
Machine-readable schemas
OpenAPI or schema references published
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
bash
npm install -g confluence-dc-mcp-server
json
{
"mcpServers": {
"confluence-dc": {
"disabled": false,
"timeout": 60,
"type": "stdio",
"command": "node",
"args": ["/opt/homebrew/bin/confluence-dc-mcp-server"],
"env": {
"CONFLUENCE_BASE_URL": "https://your-confluence-dc.company.com",
"CONFLUENCE_PERSONAL_ACCESS_TOKEN": "your-personal-access-token"
}
}
}
}bash
git clone https://github.com/phuc-nt/confluence-dc-mcp-server.git cd confluence-dc-mcp-server npm install npm run build # Use: /path/to/confluence-dc-mcp-server/dist/index.js
text
Human: Create a new page called "API Documentation" in the dev space with a simple structure AI Assistant: I'll create that page for you using the createPage tool: β‘ Space: dev β‘ Title: "API Documentation" β‘ Creating page with basic structure... β Created page DEV-123: "API Documentation" π View at: https://your-confluence-dc.company.com/pages/123456
text
Human: Show me the version history of page 123456 and compare current content with version 3 AI Assistant: I'll get the version history and compare content for you: β‘ Using getPageVersions to get complete history... β‘ Found 8 versions from 2024-01-15 to 2024-08-27 β‘ Using getPageContent for current version and version 3... β‘ Comparing content differences... β Version comparison complete: π Version 8 (current): 1,245 characters, last edited by John Doe π Version 3: 892 characters, edited 6 months ago by Jane Smith π Key changes: Added security section, updated API examples
text
Human: Find all pages about user authentication from the last month AI Assistant: I'll search for authentication-related content using searchPages: β‘ Using CQL: "text~authentication AND created >= -30d" β‘ Searching across all accessible spaces... Found 8 relevant pages: β’ AUTH-101: "User Authentication Flow" (updated 3 days ago) β’ SEC-045: "OAuth Implementation Guide" (created last week) β’ [Additional results with context and links...]
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Production-validated MCP server for Confluence Data Center - 11 AI-tested tools with enhanced version management and complete API compatibility Confluence Data Center MCP Server **AI meets Confluence Data Center** - Connect AI assistants to your Confluence Data Center instance with production-ready tools and comprehensive page management capabilities $1 $1 $1 $1 π What is this? **Confluence Data Center MCP Server** enables AI assistants like **Claude**, **Cline**, **Cursor**, and other MCP-compatible tools to interact seamlessly with **Atlassian Confluence
AI meets Confluence Data Center - Connect AI assistants to your Confluence Data Center instance with production-ready tools and comprehensive page management capabilities
Confluence Data Center MCP Server enables AI assistants like Claude, Cline, Cursor, and other MCP-compatible tools to interact seamlessly with Atlassian Confluence Data Center using Personal Access Token authentication. Create, read, update, delete pages, manage comments, and search content - all through natural language conversations with your AI assistant.
Page Management (5 tools):
Search & Discovery (2 tools):
Comment Management (4 tools):
npm install -g confluence-dc-mcp-server
Add to your MCP client configuration:
{
"mcpServers": {
"confluence-dc": {
"disabled": false,
"timeout": 60,
"type": "stdio",
"command": "node",
"args": ["/opt/homebrew/bin/confluence-dc-mcp-server"],
"env": {
"CONFLUENCE_BASE_URL": "https://your-confluence-dc.company.com",
"CONFLUENCE_PERSONAL_ACCESS_TOKEN": "your-personal-access-token"
}
}
}
}
π‘ Find your installation path: Use
which confluence-dc-mcp-serverto locate the binary
For development or customization:
git clone https://github.com/phuc-nt/confluence-dc-mcp-server.git
cd confluence-dc-mcp-server
npm install
npm run build
# Use: /path/to/confluence-dc-mcp-server/dist/index.js
π‘ Why node+args format? This format provides universal compatibility across all MCP clients and platforms, avoiding potential executable detection issues.
π‘ Configuration Guide: Follow the complete setup guide in INSTALL.md
Overall Progress: β
All Sprints COMPLETED - Full collaboration platform ready
Tools Operational: 11/11 tools fully functional (100% complete)
AI Client Status: β
Production Ready - Validated with multiple clients
Success Rate: 100% functional, 100% MCP protocol compliant
| Category | Tools | Status | Success Rate | |----------|-------|--------|--------------| | Page Management | 5 | β Complete | 100% | | Search & Discovery | 2 | β Complete | 100% | | Comment Management | 4 | β Complete | 100% |
Create Pages with Natural Language:
Human: Create a new page called "API Documentation" in the dev space with a simple structure
AI Assistant: I'll create that page for you using the createPage tool:
β‘ Space: dev
β‘ Title: "API Documentation"
β‘ Creating page with basic structure...
β
Created page DEV-123: "API Documentation"
π View at: https://your-confluence-dc.company.com/pages/123456
Version History & Content Comparison:
Human: Show me the version history of page 123456 and compare current content with version 3
AI Assistant: I'll get the version history and compare content for you:
β‘ Using getPageVersions to get complete history...
β‘ Found 8 versions from 2024-01-15 to 2024-08-27
β‘ Using getPageContent for current version and version 3...
β‘ Comparing content differences...
β
Version comparison complete:
π Version 8 (current): 1,245 characters, last edited by John Doe
π Version 3: 892 characters, edited 6 months ago by Jane Smith
π Key changes: Added security section, updated API examples
Smart Content Search:
Human: Find all pages about user authentication from the last month
AI Assistant: I'll search for authentication-related content using searchPages:
β‘ Using CQL: "text~authentication AND created >= -30d"
β‘ Searching across all accessible spaces...
Found 8 relevant pages:
β’ AUTH-101: "User Authentication Flow" (updated 3 days ago)
β’ SEC-045: "OAuth Implementation Guide" (created last week)
β’ [Additional results with context and links...]
Comment Collaboration:
Human: Add a comment to page DEV-123 asking the team to review the security section
AI Assistant: I'll add your review request comment:
β‘ Target: DEV-123 "API Documentation"
β‘ Adding comment with review request...
β
Comment added successfully!
π¬ "Hi team, please review the security section for completeness and accuracy"
π View page with new comment
Version Management:
Human: Check the version history of page DEV-123 and update it to version 5
AI Assistant: I'll check the version history first:
β‘ Using getPageVersions for DEV-123...
β‘ Current version: 4 (last updated 2 hours ago)
β‘ Ready to update to version 5...
Version History:
β’ v4: Updated by John Doe (2 hours ago) - "Added security examples"
β’ v3: Updated by Jane Smith (1 day ago) - "Initial API docs"
Ready to update - what changes would you like to make?
Tested and validated with:
MIT License - see LICENSE for details.
π Connect your AI assistant to Confluence Data Center with production-ready tools and comprehensive collaboration features!
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key, oauth
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/snapshot"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/contract"
curl -s "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Sentiment, toxicity, entity extraction, PII, translation, summary, QA, fraud scoring, safety audit.
Agent-callable B2B SaaS directory: capability-structured, continuously verified listings.
Loan & mortgage calculator, compound interest, ROI, crypto prices, FX conversion for AI agents.
Structured website and review evidence for AI-assisted local-business shortlisting.
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key",
"oauth"
],
"requires": [
"mcp",
"lang:typescript"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/phuc-nt/confluence-data-center-mcp-server#input",
"outputSchemaRef": "https://github.com/phuc-nt/confluence-data-center-mcp-server#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:52.788Z",
"sourceUpdatedAt": "2026-02-24T19:46:52.788Z",
"freshnessSeconds": 19624792
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/snapshot",
"contractUrl": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/contract",
"trustUrl": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/trust"
},
"curlExamples": [
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/snapshot\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/contract\"",
"curl -s \"https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-10-09T23:06:44.978Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
},
{
"key": "confluence",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "confluence-data-center",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp-server",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "model-context-protocol",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "claude",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cline",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cursor",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "enterprise",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "personal-access-token",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "collaboration",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "documentation",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "atlassian",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:confluence|supported|profile capability:confluence-data-center|supported|profile capability:mcp|supported|profile capability:mcp-server|supported|profile capability:model-context-protocol|supported|profile capability:ai|supported|profile capability:claude|supported|profile capability:cline|supported|profile capability:cursor|supported|profile capability:enterprise|supported|profile capability:personal-access-token|supported|profile capability:collaboration|supported|profile capability:documentation|supported|profile capability:atlassian|supported|profile capability:cli|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.788Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key, oauth",
"href": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/contract",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.788Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/phuc-nt/confluence-data-center-mcp-server#input",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.788Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Phuc Nt",
"href": "https://github.com/phuc-nt/confluence-dc-mcp-server#readme",
"sourceUrl": "https://github.com/phuc-nt/confluence-dc-mcp-server#readme",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/trust",
"sourceUrl": "https://www.xpersona.co/api/v1/agents/mcp-phuc-nt-confluence-data-center-mcp-server/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub Β· GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
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